{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Fremont Bridge Total</th>\n",
       "      <th>Fremont Bridge East Sidewalk</th>\n",
       "      <th>Fremont Bridge West Sidewalk</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-10-03 00:00:00</th>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 01:00:00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 02:00:00</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 03:00:00</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 04:00:00</th>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Fremont Bridge Total  Fremont Bridge East Sidewalk  \\\n",
       "Date                                                                      \n",
       "2012-10-03 00:00:00                  13.0                           4.0   \n",
       "2012-10-03 01:00:00                  10.0                           4.0   \n",
       "2012-10-03 02:00:00                   2.0                           1.0   \n",
       "2012-10-03 03:00:00                   5.0                           2.0   \n",
       "2012-10-03 04:00:00                   7.0                           6.0   \n",
       "\n",
       "                     Fremont Bridge West Sidewalk  \n",
       "Date                                               \n",
       "2012-10-03 00:00:00                           9.0  \n",
       "2012-10-03 01:00:00                           6.0  \n",
       "2012-10-03 02:00:00                           1.0  \n",
       "2012-10-03 03:00:00                           3.0  \n",
       "2012-10-03 04:00:00                           1.0  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv(\"Fremont_Bridge_Bicycle_Counter.csv\", index_col=\"Date\", parse_dates=True)\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(62760, 3)"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.columns = ['Total','West', 'East']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>West</th>\n",
       "      <th>East</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-10-03 00:00:00</th>\n",
       "      <td>13.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 01:00:00</th>\n",
       "      <td>10.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 02:00:00</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 03:00:00</th>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-10-03 04:00:00</th>\n",
       "      <td>7.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                     Total  West  East\n",
       "Date                                  \n",
       "2012-10-03 00:00:00   13.0   4.0   9.0\n",
       "2012-10-03 01:00:00   10.0   4.0   6.0\n",
       "2012-10-03 02:00:00    2.0   1.0   1.0\n",
       "2012-10-03 03:00:00    5.0   2.0   3.0\n",
       "2012-10-03 04:00:00    7.0   6.0   1.0"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Total</th>\n",
       "      <th>West</th>\n",
       "      <th>East</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>62750.000000</td>\n",
       "      <td>62750.000000</td>\n",
       "      <td>62750.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>114.693163</td>\n",
       "      <td>52.726948</td>\n",
       "      <td>61.966215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>145.818044</td>\n",
       "      <td>67.595710</td>\n",
       "      <td>90.692425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>15.000000</td>\n",
       "      <td>7.000000</td>\n",
       "      <td>7.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>62.000000</td>\n",
       "      <td>29.000000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>71.000000</td>\n",
       "      <td>75.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1097.000000</td>\n",
       "      <td>698.000000</td>\n",
       "      <td>850.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              Total          West          East\n",
       "count  62750.000000  62750.000000  62750.000000\n",
       "mean     114.693163     52.726948     61.966215\n",
       "std      145.818044     67.595710     90.692425\n",
       "min        0.000000      0.000000      0.000000\n",
       "25%       15.000000      7.000000      7.000000\n",
       "50%       62.000000     29.000000     30.000000\n",
       "75%      150.000000     71.000000     75.000000\n",
       "max     1097.000000    698.000000    850.000000"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.dropna().describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "数据可视化"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import seaborn\n",
    "seaborn.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Hourly Bicycle Count')"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "data.plot()\n",
    "plt.ylabel(\"Hourly Bicycle Count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上述时间粒度太细，看不出趋势，重新取样成较大的时间粒度"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "按周累计上述数据，重新绘图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'Weekly  bicycle count')"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly = data.resample(\"W\").sum()\n",
    "weekly.plot(style=[':','--','-'])\n",
    "plt.ylabel(\"Weekly  bicycle count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另一种对数据进行累计的简便方法\n",
    "\n",
    "计算30天的移动平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "daily = data.resample(\"D\").sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'mean of 30 days count')"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily.rolling(30, center=True).mean().plot(style=[':','--','-'])\n",
    "plt.ylabel(\"mean of 30 days count\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "使用移动平均 来平滑曲线\n",
    "\n",
    "高斯分布时间窗口\n",
    "\n",
    "窗口宽度=50天\n",
    "窗口内高斯平滑宽度=10天"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0xdf57630>"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "daily.rolling(50, center=True,\n",
    "             win_type=\"gaussian\").sum(std=10).plot(style=[':','--','-'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "后续代码不再展示，查看《python数据科学手册》P182\n",
    "后面还对\n",
    "- 每小时的自行车流量\n",
    "- 每周每天的自行车流量\n",
    "- 工作日，双休日每小时的自行车流量\n",
    "\n",
    "做了分析，主要用到了数据透视 groupby 操作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
